Bheri/ithasa-mmbert-v2

SentenceTransformer based on jhu-clsp/mmBERT-base

This is a sentence-transformers model finetuned from jhu-clsp/mmBERT-base. It maps sentences & paragraphs to a 768-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more.

Model Details

Model Description

• Model Type: Sentence Transformer
• Base model: jhu-clsp/mmBERT-base
• Maximum Sequence Length: 128 tokens
• Output Dimensionality: 768 dimensions
• Similarity Function: Cosine Similarity

Model Sources

• Documentation: Sentence Transformers Documentation
• Repository: Sentence Transformers on GitHub
• Hugging Face: Sentence Transformers on Hugging Face

Full Model Architecture

SentenceTransformer(
  (0): Transformer({'max_seq_length': 128, 'do_lower_case': False, 'architecture': 'ModernBertModel'})
  (1): Pooling({'word_embedding_dimension': 768, 'pooling_mode_cls_token': False, 'pooling_mode_mean_tokens': True, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True})
)

Usage

Direct Usage (Sentence Transformers)

First install the Sentence Transformers library:

pip install -U sentence-transformers

Then you can load this model and run inference.

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("sentence_transformers_model_id")
# Run inference
sentences = [
    'Kobe was born on March 19, 1931 in Hamtramck, Michigan.\n',
    'कोबे नामकः १९३१ मार्च् १९ दिनाङ्के मिशिगन्-राज्यस्य ह्याम्ट्राम्क्-नगरे जज्ञे।\n',
    'इदम् आर्टेरियल्-ट्रङ्क् अस्ति, यत् हृदयस्य उभाभ्यां वेण्ट्रिकल् इत्येताभ्याम् आरभते।\n',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities)
# tensor([[ 1.0000,  0.9272, -0.1138],
#         [ 0.9272,  1.0000, -0.1180],
#         [-0.1138, -0.1180,  1.0000]])

Evaluation

Metrics

Translation

• Dataset: eval-en-sa
• Evaluated with TranslationEvaluator

Metric	Value
src2trg_accuracy	0.945
trg2src_accuracy	0.949
mean_accuracy	0.947

Training Details

Training Dataset

Unnamed Dataset

• Size: 257,886 training samples
• Columns: sentence_0 and sentence_1
• Approximate statistics based on the first 1000 samples:

  	sentence_0	sentence_1
  type	string	string
  details	min: 5 tokens mean: 30.87 tokens max: 128 tokens	min: 7 tokens mean: 49.68 tokens max: 128 tokens

• Samples:

  sentence_0	sentence_1
  If Vaidehī live, I will then return to the asylum; but O Lakşmaņa, if that one of excellent character should happen to be dead, I will also renounce my life.	यदि जीवति वैदेही गमिष्याम्याश्रमं पुनः। संवृत्ता यदि वृत्ता सा प्राणांस्त्यक्ष्यामि लक्ष्मण ॥
  The Madras session of Congress in 1927, approved his resolution for independence despite Gandhi's criticism.	१९२७ तमे वर्षे गान्धी-वर्यस्य गर्हणेऽपि, काङ्ग्रेस्-दलस्य मद्रास्-सत्रः तस्य स्वातन्त्र्य-प्रस्तावम् अन्वमोदत।
  Then to a certain poor twice-born one that asked for gifts, the descendant of Raghu gave an excellent ornament from his own arm.	दरिद्राय द्विजायाथ हस्ताभरणमुत्तमम्॥ कस्मैचिद् याचमानाय ददौ राघवनन्दनः।

• Loss: MultipleNegativesRankingLoss with these parameters:

  {
      "scale": 20.0,
      "similarity_fct": "cos_sim",
      "gather_across_devices": false
  }
  

Training Hyperparameters

Non-Default Hyperparameters

• eval_strategy: steps
• per_device_train_batch_size: 4
• per_device_eval_batch_size: 4
• num_train_epochs: 15
• multi_dataset_batch_sampler: round_robin

All Hyperparameters

Click to expand

• overwrite_output_dir: False
• do_predict: False
• eval_strategy: steps
• prediction_loss_only: True
• per_device_train_batch_size: 4
• per_device_eval_batch_size: 4
• per_gpu_train_batch_size: None
• per_gpu_eval_batch_size: None
• gradient_accumulation_steps: 1
• eval_accumulation_steps: None
• torch_empty_cache_steps: None
• learning_rate: 5e-05
• weight_decay: 0.0
• adam_beta1: 0.9
• adam_beta2: 0.999
• adam_epsilon: 1e-08
• max_grad_norm: 1
• num_train_epochs: 15
• max_steps: -1
• lr_scheduler_type: linear
• lr_scheduler_kwargs: {}
• warmup_ratio: 0.0
• warmup_steps: 0
• log_level: passive
• log_level_replica: warning
• log_on_each_node: True
• logging_nan_inf_filter: True
• save_safetensors: True
• save_on_each_node: False
• save_only_model: False
• restore_callback_states_from_checkpoint: False
• no_cuda: False
• use_cpu: False
• use_mps_device: False
• seed: 42
• data_seed: None
• jit_mode_eval: False
• bf16: False
• fp16: False
• fp16_opt_level: O1
• half_precision_backend: auto
• bf16_full_eval: False
• fp16_full_eval: False
• tf32: None
• local_rank: 0
• ddp_backend: None
• tpu_num_cores: None
• tpu_metrics_debug: False
• debug: []
• dataloader_drop_last: False
• dataloader_num_workers: 0
• dataloader_prefetch_factor: None
• past_index: -1
• disable_tqdm: False
• remove_unused_columns: True
• label_names: None
• load_best_model_at_end: False
• ignore_data_skip: False
• fsdp: []
• fsdp_min_num_params: 0
• fsdp_config: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
• fsdp_transformer_layer_cls_to_wrap: None
• accelerator_config: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
• parallelism_config: None
• deepspeed: None
• label_smoothing_factor: 0.0
• optim: adamw_torch_fused
• optim_args: None
• adafactor: False
• group_by_length: False
• length_column_name: length
• project: huggingface
• trackio_space_id: trackio
• ddp_find_unused_parameters: None
• ddp_bucket_cap_mb: None
• ddp_broadcast_buffers: False
• dataloader_pin_memory: True
• dataloader_persistent_workers: False
• skip_memory_metrics: True
• use_legacy_prediction_loop: False
• push_to_hub: False
• resume_from_checkpoint: None
• hub_model_id: None
• hub_strategy: every_save
• hub_private_repo: None
• hub_always_push: False
• hub_revision: None
• gradient_checkpointing: False
• gradient_checkpointing_kwargs: None
• include_inputs_for_metrics: False
• include_for_metrics: []
• eval_do_concat_batches: True
• fp16_backend: auto
• push_to_hub_model_id: None
• push_to_hub_organization: None
• mp_parameters:
• auto_find_batch_size: False
• full_determinism: False
• torchdynamo: None
• ray_scope: last
• ddp_timeout: 1800
• torch_compile: False
• torch_compile_backend: None
• torch_compile_mode: None
• include_tokens_per_second: False
• include_num_input_tokens_seen: no
• neftune_noise_alpha: None
• optim_target_modules: None
• batch_eval_metrics: False
• eval_on_start: False
• use_liger_kernel: False
• liger_kernel_config: None
• eval_use_gather_object: False
• average_tokens_across_devices: True
• prompts: None
• batch_sampler: batch_sampler
• multi_dataset_batch_sampler: round_robin
• router_mapping: {}
• learning_rate_mapping: {}

Training Logs

Click to expand

Epoch	Step	Training Loss	eval-en-sa_mean_accuracy
0.0078	500	0.9214	-
0.0155	1000	0.3166	-
0.0233	1500	0.1817	-
0.0310	2000	0.1479	-
0.0388	2500	0.0929	-
0.0465	3000	0.0766	-
0.0543	3500	0.0592	-
0.0620	4000	0.0627	-
0.0698	4500	0.053	-
0.0776	5000	0.0475	-
0.0853	5500	0.0408	-
0.0931	6000	0.0352	-
0.1008	6500	0.0389	-
0.1086	7000	0.0356	-
0.1163	7500	0.0441	-
0.1241	8000	0.0263	-
0.1318	8500	0.0338	-
0.1396	9000	0.0307	-
0.1474	9500	0.0374	-
0.1551	10000	0.035	-
0.1629	10500	0.0317	-
0.1706	11000	0.0169	-
0.1784	11500	0.0186	-
0.1861	12000	0.0268	-
0.1939	12500	0.0355	-
0.2016	13000	0.0328	-
0.2094	13500	0.0281	-
0.2171	14000	0.0168	-
0.2249	14500	0.0365	-
0.2327	15000	0.0343	-
0.2404	15500	0.0255	-
0.2482	16000	0.0235	-
0.2559	16500	0.0281	-
0.2637	17000	0.0195	-
0.2714	17500	0.0214	-
0.2792	18000	0.0209	-
0.2869	18500	0.0165	-
0.2947	19000	0.0169	-
0.3025	19500	0.0176	-
0.3102	20000	0.0153	-
0.3180	20500	0.0132	-
0.3257	21000	0.0172	-
0.3335	21500	0.021	-
0.3412	22000	0.017	-
0.3490	22500	0.013	-
0.3567	23000	0.014	-
0.3645	23500	0.0144	-
0.3723	24000	0.015	-
0.3800	24500	0.0144	-
0.3878	25000	0.0119	-
0.3955	25500	0.018	-
0.4033	26000	0.0105	-
0.4110	26500	0.0216	-
0.4188	27000	0.0181	-
0.4265	27500	0.0156	-
0.4343	28000	0.0157	-
0.4421	28500	0.0114	-
0.4498	29000	0.018	-
0.4576	29500	0.0146	-
0.4653	30000	0.0059	-
0.4731	30500	0.0122	-
0.4808	31000	0.0131	-
0.4886	31500	0.0102	-
0.4963	32000	0.0138	-
0.5041	32500	0.0202	-
0.5119	33000	0.0095	-
0.5196	33500	0.0186	-
0.5274	34000	0.0114	-
0.5351	34500	0.01	-
0.5429	35000	0.0103	-
0.5506	35500	0.0115	-
0.5584	36000	0.0087	-
0.5661	36500	0.0145	-
0.5739	37000	0.0063	-
0.5816	37500	0.0086	-
0.5894	38000	0.0115	-
0.5972	38500	0.0085	-
0.6049	39000	0.0179	-
0.6127	39500	0.0129	-
0.6204	40000	0.0064	-
0.6282	40500	0.0104	-
0.6359	41000	0.0114	-
0.6437	41500	0.0132	-
0.6514	42000	0.0144	-
0.6592	42500	0.0088	-
0.6670	43000	0.0122	-
0.6747	43500	0.0131	-
0.6825	44000	0.0168	-
0.6902	44500	0.0152	-
0.6980	45000	0.0191	-
0.7057	45500	0.0017	-
0.7135	46000	0.008	-
0.7212	46500	0.0109	-
0.7290	47000	0.0081	-
0.7368	47500	0.0108	-
0.7445	48000	0.004	-
0.7523	48500	0.0111	-
0.7600	49000	0.0086	-
0.7678	49500	0.0134	-
0.7755	50000	0.0053	0.8395
0.7833	50500	0.0133	-
0.7910	51000	0.008	-
0.7988	51500	0.0095	-
0.8066	52000	0.0095	-
0.8143	52500	0.006	-
0.8221	53000	0.0094	-
0.8298	53500	0.0052	-
0.8376	54000	0.0112	-
0.8453	54500	0.0119	-
0.8531	55000	0.0133	-
0.8608	55500	0.0121	-
0.8686	56000	0.0122	-
0.8763	56500	0.0085	-
0.8841	57000	0.0116	-
0.8919	57500	0.0076	-
0.8996	58000	0.0075	-
0.9074	58500	0.0054	-
0.9151	59000	0.0113	-
0.9229	59500	0.0132	-
0.9306	60000	0.0038	-
0.9384	60500	0.0093	-
0.9461	61000	0.0068	-
0.9539	61500	0.0033	-
0.9617	62000	0.0126	-
0.9694	62500	0.0066	-
0.9772	63000	0.0066	-
0.9849	63500	0.0041	-
0.9927	64000	0.0089	-
1.0	64472	-	0.8325
1.0004	64500	0.0114	-
1.0082	65000	0.0103	-
1.0159	65500	0.0063	-
1.0237	66000	0.0048	-
1.0315	66500	0.0108	-
1.0392	67000	0.0047	-
1.0470	67500	0.0043	-
1.0547	68000	0.0048	-
1.0625	68500	0.0112	-
1.0702	69000	0.0033	-
1.0780	69500	0.0048	-
1.0857	70000	0.0042	-
1.0935	70500	0.002	-
1.1013	71000	0.0062	-
1.1090	71500	0.0055	-
1.1168	72000	0.0084	-
1.1245	72500	0.0079	-
1.1323	73000	0.0042	-
1.1400	73500	0.007	-
1.1478	74000	0.0049	-
1.1555	74500	0.005	-
1.1633	75000	0.0088	-
1.1711	75500	0.0069	-
1.1788	76000	0.0069	-
1.1866	76500	0.0123	-
1.1943	77000	0.0124	-
1.2021	77500	0.0095	-
1.2098	78000	0.0053	-
1.2176	78500	0.0058	-
1.2253	79000	0.0069	-
1.2331	79500	0.007	-
1.2408	80000	0.0056	-
1.2486	80500	0.0063	-
1.2564	81000	0.0063	-
1.2641	81500	0.0034	-
1.2719	82000	0.0061	-
1.2796	82500	0.0046	-
1.2874	83000	0.0025	-
1.2951	83500	0.002	-
1.3029	84000	0.0063	-
1.3106	84500	0.0051	-
1.3184	85000	0.0033	-
1.3262	85500	0.0031	-
1.3339	86000	0.004	-
1.3417	86500	0.0058	-
1.3494	87000	0.0065	-
1.3572	87500	0.0069	-
1.3649	88000	0.0038	-
1.3727	88500	0.006	-
1.3804	89000	0.0064	-
1.3882	89500	0.0032	-
1.3960	90000	0.0146	-
1.4037	90500	0.0034	-
1.4115	91000	0.003	-
1.4192	91500	0.0043	-
1.4270	92000	0.0072	-
1.4347	92500	0.0072	-
1.4425	93000	0.0051	-
1.4502	93500	0.0067	-
1.4580	94000	0.0037	-
1.4658	94500	0.0062	-
1.4735	95000	0.0017	-
1.4813	95500	0.003	-
1.4890	96000	0.0048	-
1.4968	96500	0.0047	-
1.5045	97000	0.0055	-
1.5123	97500	0.0056	-
1.5200	98000	0.0054	-
1.5278	98500	0.0056	-
1.5356	99000	0.0054	-
1.5433	99500	0.0065	-
1.5511	100000	0.0061	0.8465
1.5588	100500	0.0036	-
1.5666	101000	0.0027	-
1.5743	101500	0.0046	-
1.5821	102000	0.006	-
1.5898	102500	0.0042	-
1.5976	103000	0.0046	-
1.6053	103500	0.0045	-
1.6131	104000	0.0046	-
1.6209	104500	0.0084	-
1.6286	105000	0.011	-
1.6364	105500	0.0039	-
1.6441	106000	0.0077	-
1.6519	106500	0.0097	-
1.6596	107000	0.0048	-
1.6674	107500	0.0021	-
1.6751	108000	0.0059	-
1.6829	108500	0.0071	-
1.6907	109000	0.0055	-
1.6984	109500	0.0048	-
1.7062	110000	0.004	-
1.7139	110500	0.0051	-
1.7217	111000	0.009	-
1.7294	111500	0.0079	-
1.7372	112000	0.0062	-
1.7449	112500	0.0053	-
1.7527	113000	0.0059	-
1.7605	113500	0.0035	-
1.7682	114000	0.006	-
1.7760	114500	0.0032	-
1.7837	115000	0.0048	-
1.7915	115500	0.0083	-
1.7992	116000	0.0028	-
1.8070	116500	0.0019	-
1.8147	117000	0.0048	-
1.8225	117500	0.0028	-
1.8303	118000	0.0042	-
1.8380	118500	0.0066	-
1.8458	119000	0.0028	-
1.8535	119500	0.0105	-
1.8613	120000	0.0086	-
1.8690	120500	0.0046	-
1.8768	121000	0.0039	-
1.8845	121500	0.0016	-
1.8923	122000	0.0063	-
1.9000	122500	0.0077	-
1.9078	123000	0.0023	-
1.9156	123500	0.005	-
1.9233	124000	0.006	-
1.9311	124500	0.0033	-
1.9388	125000	0.0045	-
1.9466	125500	0.0028	-
1.9543	126000	0.0086	-
1.9621	126500	0.0065	-
1.9698	127000	0.0025	-
1.9776	127500	0.0021	-
1.9854	128000	0.0037	-
1.9931	128500	0.007	-
2.0	128944	-	0.8695
2.0009	129000	0.0061	-
2.0086	129500	0.0014	-
2.0164	130000	0.0075	-
2.0241	130500	0.0006	-
2.0319	131000	0.0023	-
2.0396	131500	0.0024	-
2.0474	132000	0.0047	-
2.0552	132500	0.0025	-
2.0629	133000	0.0027	-
2.0707	133500	0.0013	-
2.0784	134000	0.002	-
2.0862	134500	0.006	-
2.0939	135000	0.0051	-
2.1017	135500	0.0022	-
2.1094	136000	0.0015	-
2.1172	136500	0.0021	-
2.1250	137000	0.001	-
2.1327	137500	0.0035	-
2.1405	138000	0.0021	-
2.1482	138500	0.005	-
2.1560	139000	0.0018	-
2.1637	139500	0.0032	-
2.1715	140000	0.0038	-
2.1792	140500	0.0047	-
2.1870	141000	0.0043	-
2.1948	141500	0.0027	-
2.2025	142000	0.0048	-
2.2103	142500	0.0038	-
2.2180	143000	0.0039	-
2.2258	143500	0.0027	-
2.2335	144000	0.0046	-
2.2413	144500	0.0018	-
2.2490	145000	0.0036	-
2.2568	145500	0.0059	-
2.2645	146000	0.0026	-
2.2723	146500	0.0026	-
2.2801	147000	0.006	-
2.2878	147500	0.0048	-
2.2956	148000	0.0011	-
2.3033	148500	0.0021	-
2.3111	149000	0.0015	-
2.3188	149500	0.0068	-
2.3266	150000	0.0037	0.8725
2.3343	150500	0.0027	-
2.3421	151000	0.0038	-
2.3499	151500	0.0021	-
2.3576	152000	0.0038	-
2.3654	152500	0.0053	-
2.3731	153000	0.0015	-
2.3809	153500	0.0008	-
2.3886	154000	0.0036	-
2.3964	154500	0.005	-
2.4041	155000	0.0014	-
2.4119	155500	0.0016	-
2.4197	156000	0.0057	-
2.4274	156500	0.0072	-
2.4352	157000	0.0064	-
2.4429	157500	0.0022	-
2.4507	158000	0.0055	-
2.4584	158500	0.005	-
2.4662	159000	0.0015	-
2.4739	159500	0.0033	-
2.4817	160000	0.0059	-
2.4895	160500	0.0019	-
2.4972	161000	0.0022	-
2.5050	161500	0.0018	-
2.5127	162000	0.0057	-
2.5205	162500	0.0079	-
2.5282	163000	0.002	-
2.5360	163500	0.0019	-
2.5437	164000	0.0021	-
2.5515	164500	0.007	-
2.5593	165000	0.0017	-
2.5670	165500	0.0032	-
2.5748	166000	0.0027	-
2.5825	166500	0.0021	-
2.5903	167000	0.0027	-
2.5980	167500	0.0037	-
2.6058	168000	0.005	-
2.6135	168500	0.0037	-
2.6213	169000	0.0039	-
2.6290	169500	0.0043	-
2.6368	170000	0.0033	-
2.6446	170500	0.0016	-
2.6523	171000	0.0023	-
2.6601	171500	0.0024	-
2.6678	172000	0.0056	-
2.6756	172500	0.0035	-
2.6833	173000	0.0037	-
2.6911	173500	0.0043	-
2.6988	174000	0.0036	-
2.7066	174500	0.0014	-
2.7144	175000	0.0048	-
2.7221	175500	0.0068	-
2.7299	176000	0.0039	-
2.7376	176500	0.0046	-
2.7454	177000	0.0059	-
2.7531	177500	0.0016	-
2.7609	178000	0.004	-
2.7686	178500	0.0029	-
2.7764	179000	0.0047	-
2.7842	179500	0.0008	-
2.7919	180000	0.0029	-
2.7997	180500	0.0013	-
2.8074	181000	0.0022	-
2.8152	181500	0.0036	-
2.8229	182000	0.006	-
2.8307	182500	0.0044	-
2.8384	183000	0.001	-
2.8462	183500	0.0016	-
2.8540	184000	0.002	-
2.8617	184500	0.0056	-
2.8695	185000	0.0011	-
2.8772	185500	0.0018	-
2.8850	186000	0.0021	-
2.8927	186500	0.0009	-
2.9005	187000	0.0032	-
2.9082	187500	0.0099	-
2.9160	188000	0.002	-
2.9237	188500	0.002	-
2.9315	189000	0.0052	-
2.9393	189500	0.0045	-
2.9470	190000	0.0025	-
2.9548	190500	0.0013	-
2.9625	191000	0.0061	-
2.9703	191500	0.0017	-
2.9780	192000	0.0036	-
2.9858	192500	0.0041	-
2.9935	193000	0.0025	-
3.0	193416	-	0.8915
3.0013	193500	0.0015	-
3.0091	194000	0.0018	-
3.0168	194500	0.0028	-
3.0246	195000	0.004	-
3.0323	195500	0.0026	-
3.0401	196000	0.0013	-
3.0478	196500	0.0006	-
3.0556	197000	0.0027	-
3.0633	197500	0.0018	-
3.0711	198000	0.001	-
3.0789	198500	0.0026	-
3.0866	199000	0.0069	-
3.0944	199500	0.0036	-
3.1021	200000	0.005	0.8885
3.1099	200500	0.0028	-
3.1176	201000	0.0024	-
3.1254	201500	0.0038	-
3.1331	202000	0.0011	-
3.1409	202500	0.0009	-
3.1487	203000	0.0025	-
3.1564	203500	0.0013	-
3.1642	204000	0.0027	-
3.1719	204500	0.0034	-
3.1797	205000	0.0012	-
3.1874	205500	0.0022	-
3.1952	206000	0.0023	-
3.2029	206500	0.0045	-
3.2107	207000	0.0015	-
3.2185	207500	0.0024	-
3.2262	208000	0.0021	-
3.2340	208500	0.0031	-
3.2417	209000	0.0007	-
3.2495	209500	0.0021	-
3.2572	210000	0.0011	-
3.2650	210500	0.0047	-
3.2727	211000	0.0021	-
3.2805	211500	0.0042	-
3.2882	212000	0.0018	-
3.2960	212500	0.0035	-
3.3038	213000	0.0035	-
3.3115	213500	0.0017	-
3.3193	214000	0.0019	-
3.3270	214500	0.0015	-
3.3348	215000	0.0014	-
3.3425	215500	0.0012	-
3.3503	216000	0.0033	-
3.3580	216500	0.0012	-
3.3658	217000	0.0007	-
3.3736	217500	0.0006	-
3.3813	218000	0.0012	-
3.3891	218500	0.0016	-
3.3968	219000	0.0008	-
3.4046	219500	0.0009	-
3.4123	220000	0.0018	-
3.4201	220500	0.0014	-
3.4278	221000	0.0021	-
3.4356	221500	0.002	-
3.4434	222000	0.0018	-
3.4511	222500	0.0061	-
3.4589	223000	0.0052	-
3.4666	223500	0.0028	-
3.4744	224000	0.002	-
3.4821	224500	0.0012	-
3.4899	225000	0.0038	-
3.4976	225500	0.0023	-
3.5054	226000	0.0031	-
3.5132	226500	0.0022	-
3.5209	227000	0.0021	-
3.5287	227500	0.0021	-
3.5364	228000	0.0029	-
3.5442	228500	0.0018	-
3.5519	229000	0.0019	-
3.5597	229500	0.0012	-
3.5674	230000	0.0011	-
3.5752	230500	0.0014	-
3.5830	231000	0.0011	-
3.5907	231500	0.0012	-
3.5985	232000	0.0021	-
3.6062	232500	0.0021	-
3.6140	233000	0.0028	-
3.6217	233500	0.001	-
3.6295	234000	0.0012	-
3.6372	234500	0.0029	-
3.6450	235000	0.0009	-
3.6527	235500	0.0051	-
3.6605	236000	0.0033	-
3.6683	236500	0.0007	-
3.6760	237000	0.003	-
3.6838	237500	0.004	-
3.6915	238000	0.0022	-
3.6993	238500	0.0021	-
3.7070	239000	0.0047	-
3.7148	239500	0.0018	-
3.7225	240000	0.0022	-
3.7303	240500	0.0021	-
3.7381	241000	0.0015	-
3.7458	241500	0.001	-
3.7536	242000	0.0041	-
3.7613	242500	0.0026	-
3.7691	243000	0.0065	-
3.7768	243500	0.0037	-
3.7846	244000	0.0008	-
3.7923	244500	0.0008	-
3.8001	245000	0.0031	-
3.8079	245500	0.0029	-
3.8156	246000	0.0008	-
3.8234	246500	0.0037	-
3.8311	247000	0.0024	-
3.8389	247500	0.0044	-
3.8466	248000	0.0017	-
3.8544	248500	0.0011	-
3.8621	249000	0.0037	-
3.8699	249500	0.0011	-
3.8777	250000	0.0008	0.9
3.8854	250500	0.0008	-
3.8932	251000	0.0013	-
3.9009	251500	0.0034	-
3.9087	252000	0.0013	-
3.9164	252500	0.0027	-
3.9242	253000	0.0013	-
3.9319	253500	0.0044	-
3.9397	254000	0.0023	-
3.9475	254500	0.0012	-
3.9552	255000	0.0027	-
3.9630	255500	0.0043	-
3.9707	256000	0.0016	-
3.9785	256500	0.0027	-
3.9862	257000	0.0008	-
3.9940	257500	0.0016	-
4.0	257888	-	0.895
4.0017	258000	0.0036	-
4.0095	258500	0.0015	-
4.0172	259000	0.0007	-
4.0250	259500	0.0021	-
4.0328	260000	0.0007	-
4.0405	260500	0.0031	-
4.0483	261000	0.001	-
4.0560	261500	0.002	-
4.0638	262000	0.0007	-
4.0715	262500	0.0011	-
4.0793	263000	0.0011	-
4.0870	263500	0.0015	-
4.0948	264000	0.0008	-
4.1026	264500	0.001	-
4.1103	265000	0.0015	-
4.1181	265500	0.0009	-
4.1258	266000	0.0013	-
4.1336	266500	0.0009	-
4.1413	267000	0.0021	-
4.1491	267500	0.0014	-
4.1568	268000	0.0027	-
4.1646	268500	0.0043	-
4.1724	269000	0.0009	-
4.1801	269500	0.0025	-
4.1879	270000	0.0022	-
4.1956	270500	0.0013	-
4.2034	271000	0.0009	-
4.2111	271500	0.0007	-
4.2189	272000	0.0022	-
4.2266	272500	0.0028	-
4.2344	273000	0.001	-
4.2422	273500	0.0009	-
4.2499	274000	0.0011	-
4.2577	274500	0.0035	-
4.2654	275000	0.0024	-
4.2732	275500	0.0014	-
4.2809	276000	0.0014	-
4.2887	276500	0.0022	-
4.2964	277000	0.0014	-
4.3042	277500	0.0018	-
4.3119	278000	0.0009	-
4.3197	278500	0.0014	-
4.3275	279000	0.001	-
4.3352	279500	0.002	-
4.3430	280000	0.0019	-
4.3507	280500	0.0014	-
4.3585	281000	0.0015	-
4.3662	281500	0.0015	-
4.3740	282000	0.0009	-
4.3817	282500	0.0013	-
4.3895	283000	0.0015	-
4.3973	283500	0.0007	-
4.4050	284000	0.0007	-
4.4128	284500	0.0011	-
4.4205	285000	0.0028	-
4.4283	285500	0.003	-
4.4360	286000	0.0012	-
4.4438	286500	0.0007	-
4.4515	287000	0.0009	-
4.4593	287500	0.0028	-
4.4671	288000	0.0019	-
4.4748	288500	0.0006	-
4.4826	289000	0.0007	-
4.4903	289500	0.0006	-
4.4981	290000	0.0015	-
4.5058	290500	0.0024	-
4.5136	291000	0.001	-
4.5213	291500	0.0014	-
4.5291	292000	0.0021	-
4.5369	292500	0.0027	-
4.5446	293000	0.0007	-
4.5524	293500	0.0011	-
4.5601	294000	0.0008	-
4.5679	294500	0.0025	-
4.5756	295000	0.0017	-
4.5834	295500	0.0006	-
4.5911	296000	0.0009	-
4.5989	296500	0.0063	-
4.6067	297000	0.0013	-
4.6144	297500	0.0022	-
4.6222	298000	0.0028	-
4.6299	298500	0.0008	-
4.6377	299000	0.0016	-
4.6454	299500	0.0013	-
4.6532	300000	0.0012	0.8995
4.6609	300500	0.0006	-
4.6687	301000	0.0012	-
4.6764	301500	0.0025	-
4.6842	302000	0.0034	-
4.6920	302500	0.0009	-
4.6997	303000	0.0007	-
4.7075	303500	0.0019	-
4.7152	304000	0.0005	-
4.7230	304500	0.0003	-
4.7307	305000	0.0016	-
4.7385	305500	0.001	-
4.7462	306000	0.0012	-
4.7540	306500	0.0012	-
4.7618	307000	0.0007	-
4.7695	307500	0.0012	-
4.7773	308000	0.001	-
4.7850	308500	0.0005	-
4.7928	309000	0.0044	-
4.8005	309500	0.0014	-
4.8083	310000	0.0045	-
4.8160	310500	0.0017	-
4.8238	311000	0.0005	-
4.8316	311500	0.0033	-
4.8393	312000	0.0007	-
4.8471	312500	0.0026	-
4.8548	313000	0.0009	-
4.8626	313500	0.0009	-
4.8703	314000	0.001	-
4.8781	314500	0.0018	-
4.8858	315000	0.0034	-
4.8936	315500	0.0004	-
4.9014	316000	0.002	-
4.9091	316500	0.0024	-
4.9169	317000	0.0011	-
4.9246	317500	0.001	-
4.9324	318000	0.0006	-
4.9401	318500	0.0009	-
4.9479	319000	0.0007	-
4.9556	319500	0.002	-
4.9634	320000	0.001	-
4.9712	320500	0.0032	-
4.9789	321000	0.0009	-
4.9867	321500	0.0014	-
4.9944	322000	0.0005	-
5.0	322360	-	0.8995
5.0022	322500	0.0008	-
5.0099	323000	0.0014	-
5.0177	323500	0.0032	-
5.0254	324000	0.0009	-
5.0332	324500	0.0006	-
5.0409	325000	0.0009	-
5.0487	325500	0.0024	-
5.0565	326000	0.002	-
5.0642	326500	0.0016	-
5.0720	327000	0.0004	-
5.0797	327500	0.0008	-
5.0875	328000	0.0015	-
5.0952	328500	0.0004	-
5.1030	329000	0.001	-
5.1107	329500	0.0005	-
5.1185	330000	0.001	-
5.1263	330500	0.0004	-
5.1340	331000	0.0005	-
5.1418	331500	0.0029	-
5.1495	332000	0.0009	-
5.1573	332500	0.0004	-
5.1650	333000	0.0008	-
5.1728	333500	0.0012	-
5.1805	334000	0.0005	-
5.1883	334500	0.0016	-
5.1961	335000	0.0002	-
5.2038	335500	0.0004	-
5.2116	336000	0.0007	-
5.2193	336500	0.003	-
5.2271	337000	0.0009	-
5.2348	337500	0.0017	-
5.2426	338000	0.0028	-
5.2503	338500	0.001	-
5.2581	339000	0.0006	-
5.2659	339500	0.0015	-
5.2736	340000	0.0013	-
5.2814	340500	0.0007	-
5.2891	341000	0.0025	-
5.2969	341500	0.0018	-
5.3046	342000	0.0009	-
5.3124	342500	0.0009	-
5.3201	343000	0.0007	-
5.3279	343500	0.001	-
5.3356	344000	0.0002	-
5.3434	344500	0.0012	-
5.3512	345000	0.0006	-
5.3589	345500	0.0013	-
5.3667	346000	0.0015	-
5.3744	346500	0.0029	-
5.3822	347000	0.001	-
5.3899	347500	0.0006	-
5.3977	348000	0.003	-
5.4054	348500	0.0004	-
5.4132	349000	0.0042	-
5.4210	349500	0.0009	-
5.4287	350000	0.0007	0.9095
5.4365	350500	0.0017	-
5.4442	351000	0.0018	-
5.4520	351500	0.0007	-
5.4597	352000	0.0011	-
5.4675	352500	0.0024	-
5.4752	353000	0.0005	-
5.4830	353500	0.0006	-
5.4908	354000	0.0012	-
5.4985	354500	0.0007	-
5.5063	355000	0.0003	-
5.5140	355500	0.0014	-
5.5218	356000	0.0009	-
5.5295	356500	0.001	-
5.5373	357000	0.0007	-
5.5450	357500	0.0018	-
5.5528	358000	0.0021	-
5.5606	358500	0.0007	-
5.5683	359000	0.0007	-
5.5761	359500	0.0031	-
5.5838	360000	0.0018	-
5.5916	360500	0.0008	-
5.5993	361000	0.0004	-
5.6071	361500	0.0008	-
5.6148	362000	0.0003	-
5.6226	362500	0.0009	-
5.6304	363000	0.0014	-
5.6381	363500	0.0004	-
5.6459	364000	0.0021	-
5.6536	364500	0.0003	-
5.6614	365000	0.0003	-
5.6691	365500	0.0039	-
5.6769	366000	0.0018	-
5.6846	366500	0.0008	-
5.6924	367000	0.0012	-
5.7001	367500	0.002	-
5.7079	368000	0.0015	-
5.7157	368500	0.0005	-
5.7234	369000	0.0024	-
5.7312	369500	0.0006	-
5.7389	370000	0.0013	-
5.7467	370500	0.0006	-
5.7544	371000	0.0017	-
5.7622	371500	0.0004	-
5.7699	372000	0.0006	-
5.7777	372500	0.0012	-
5.7855	373000	0.0019	-
5.7932	373500	0.0004	-
5.8010	374000	0.0029	-
5.8087	374500	0.0022	-
5.8165	375000	0.0007	-
5.8242	375500	0.0012	-
5.8320	376000	0.0005	-
5.8397	376500	0.0004	-
5.8475	377000	0.0008	-
5.8553	377500	0.0005	-
5.8630	378000	0.0015	-
5.8708	378500	0.0011	-
5.8785	379000	0.0003	-
5.8863	379500	0.0021	-
5.8940	380000	0.0004	-
5.9018	380500	0.0022	-
5.9095	381000	0.0012	-
5.9173	381500	0.0035	-
5.9251	382000	0.0008	-
5.9328	382500	0.0023	-
5.9406	383000	0.0006	-
5.9483	383500	0.0007	-
5.9561	384000	0.0003	-
5.9638	384500	0.0009	-
5.9716	385000	0.0006	-
5.9793	385500	0.0003	-
5.9871	386000	0.0028	-
5.9949	386500	0.0023	-
6.0	386832	-	0.9095
6.0026	387000	0.0019	-
6.0104	387500	0.0033	-
6.0181	388000	0.0009	-
6.0259	388500	0.0006	-
6.0336	389000	0.0011	-
6.0414	389500	0.0005	-
6.0491	390000	0.0001	-
6.0569	390500	0.0008	-
6.0646	391000	0.0003	-
6.0724	391500	0.0008	-
6.0802	392000	0.0014	-
6.0879	392500	0.0007	-
6.0957	393000	0.0007	-
6.1034	393500	0.0002	-
6.1112	394000	0.0004	-
6.1189	394500	0.0005	-
6.1267	395000	0.0009	-
6.1344	395500	0.0009	-
6.1422	396000	0.0002	-
6.1500	396500	0.0017	-
6.1577	397000	0.0007	-
6.1655	397500	0.0015	-
6.1732	398000	0.0006	-
6.1810	398500	0.0003	-
6.1887	399000	0.0012	-
6.1965	399500	0.0013	-
6.2042	400000	0.0003	0.9105
6.2120	400500	0.0008	-
6.2198	401000	0.0002	-
6.2275	401500	0.0004	-
6.2353	402000	0.0003	-
6.2430	402500	0.0003	-
6.2508	403000	0.0006	-
6.2585	403500	0.0007	-
6.2663	404000	0.0012	-
6.2740	404500	0.0003	-
6.2818	405000	0.001	-
6.2896	405500	0.0005	-
6.2973	406000	0.0001	-
6.3051	406500	0.0002	-
6.3128	407000	0.0006	-
6.3206	407500	0.0002	-
6.3283	408000	0.0008	-
6.3361	408500	0.0011	-
6.3438	409000	0.0005	-
6.3516	409500	0.0032	-
6.3593	410000	0.001	-
6.3671	410500	0.0003	-
6.3749	411000	0.0025	-
6.3826	411500	0.0017	-
6.3904	412000	0.0007	-
6.3981	412500	0.0008	-
6.4059	413000	0.0016	-
6.4136	413500	0.0009	-
6.4214	414000	0.0014	-
6.4291	414500	0.0018	-
6.4369	415000	0.0007	-
6.4447	415500	0.0009	-
6.4524	416000	0.0002	-
6.4602	416500	0.0006	-
6.4679	417000	0.0003	-
6.4757	417500	0.0004	-
6.4834	418000	0.0009	-
6.4912	418500	0.0022	-
6.4989	419000	0.0006	-
6.5067	419500	0.0006	-
6.5145	420000	0.0025	-
6.5222	420500	0.0014	-
6.5300	421000	0.0002	-
6.5377	421500	0.0026	-
6.5455	422000	0.0003	-
6.5532	422500	0.0014	-
6.5610	423000	0.0011	-
6.5687	423500	0.0021	-
6.5765	424000	0.0016	-
6.5843	424500	0.0008	-
6.5920	425000	0.0004	-
6.5998	425500	0.0005	-
6.6075	426000	0.001	-
6.6153	426500	0.0013	-
6.6230	427000	0.0005	-
6.6308	427500	0.0008	-
6.6385	428000	0.0005	-
6.6463	428500	0.0022	-
6.6541	429000	0.0011	-
6.6618	429500	0.0005	-
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6.6773	430500	0.0002	-
6.6851	431000	0.0002	-
6.6928	431500	0.0006	-
6.7006	432000	0.0007	-
6.7083	432500	0.0002	-
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6.7238	433500	0.0003	-
6.7316	434000	0.001	-
6.7394	434500	0.0012	-
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6.7549	435500	0.0008	-
6.7626	436000	0.0028	-
6.7704	436500	0.0003	-
6.7781	437000	0.0003	-
6.7859	437500	0.0013	-
6.7936	438000	0.0018	-
6.8014	438500	0.0006	-
6.8092	439000	0.0005	-
6.8169	439500	0.0008	-
6.8247	440000	0.0031	-
6.8324	440500	0.0013	-
6.8402	441000	0.0019	-
6.8479	441500	0.0019	-
6.8557	442000	0.0003	-
6.8634	442500	0.0002	-
6.8712	443000	0.0019	-
6.8790	443500	0.0023	-
6.8867	444000	0.0011	-
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6.9022	445000	0.0012	-
6.9100	445500	0.0008	-
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6.9255	446500	0.0003	-
6.9332	447000	0.0006	-
6.9410	447500	0.002	-
6.9488	448000	0.0008	-
6.9565	448500	0.001	-
6.9643	449000	0.0008	-
6.9720	449500	0.0002	-
6.9798	450000	0.0006	0.922
6.9875	450500	0.0002	-
6.9953	451000	0.0003	-
7.0	451304	-	0.9135
7.0030	451500	0.0033	-
7.0108	452000	0.0002	-
7.0186	452500	0.0008	-
7.0263	453000	0.0003	-
7.0341	453500	0.0006	-
7.0418	454000	0.0008	-
7.0496	454500	0.0004	-
7.0573	455000	0.0002	-
7.0651	455500	0.0003	-
7.0728	456000	0.0003	-
7.0806	456500	0.0003	-
7.0883	457000	0.0008	-
7.0961	457500	0.0002	-
7.1039	458000	0.0004	-
7.1116	458500	0.0014	-
7.1194	459000	0.001	-
7.1271	459500	0.0003	-
7.1349	460000	0.0018	-
7.1426	460500	0.0004	-
7.1504	461000	0.0002	-
7.1581	461500	0.0027	-
7.1659	462000	0.0014	-
7.1737	462500	0.001	-
7.1814	463000	0.0004	-
7.1892	463500	0.0002	-
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7.2047	464500	0.0003	-
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7.2202	465500	0.0004	-
7.2279	466000	0.0004	-
7.2357	466500	0.0002	-
7.2435	467000	0.0002	-
7.2512	467500	0.0006	-
7.2590	468000	0.0005	-
7.2667	468500	0.001	-
7.2745	469000	0.0012	-
7.2822	469500	0.0005	-
7.2900	470000	0.0005	-
7.2977	470500	0.0003	-
7.3055	471000	0.0007	-
7.3133	471500	0.0002	-
7.3210	472000	0.002	-
7.3288	472500	0.0002	-
7.3365	473000	0.0002	-
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7.3520	474000	0.0003	-
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7.3831	476000	0.0002	-
7.3908	476500	0.0004	-
7.3986	477000	0.0003	-
7.4063	477500	0.0005	-
7.4141	478000	0.0014	-
7.4218	478500	0.0004	-
7.4296	479000	0.0003	-
7.4373	479500	0.0001	-
7.4451	480000	0.0007	-
7.4528	480500	0.0017	-
7.4606	481000	0.001	-
7.4684	481500	0.0003	-
7.4761	482000	0.0002	-
7.4839	482500	0.0006	-
7.4916	483000	0.0002	-
7.4994	483500	0.0002	-
7.5071	484000	0.0003	-
7.5149	484500	0.0006	-
7.5226	485000	0.0003	-
7.5304	485500	0.0003	-
7.5382	486000	0.0002	-
7.5459	486500	0.0005	-
7.5537	487000	0.0002	-
7.5614	487500	0.0004	-
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7.5769	488500	0.0007	-
7.5847	489000	0.0004	-
7.5924	489500	0.0004	-
7.6002	490000	0.0005	-
7.6080	490500	0.0004	-
7.6157	491000	0.0003	-
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7.6312	492000	0.0004	-
7.6390	492500	0.0007	-
7.6467	493000	0.0002	-
7.6545	493500	0.002	-
7.6622	494000	0.0012	-
7.6700	494500	0.0019	-
7.6778	495000	0.0003	-
7.6855	495500	0.0005	-
7.6933	496000	0.0008	-
7.7010	496500	0.0014	-
7.7088	497000	0.0007	-
7.7165	497500	0.0009	-
7.7243	498000	0.0005	-
7.7320	498500	0.0021	-
7.7398	499000	0.0002	-
7.7475	499500	0.0004	-
7.7553	500000	0.0005	0.919
7.7631	500500	0.0008	-
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7.7786	501500	0.0001	-
7.7863	502000	0.0003	-
7.7941	502500	0.0002	-
7.8018	503000	0.0007	-
7.8096	503500	0.0004	-
7.8173	504000	0.0021	-
7.8251	504500	0.0001	-
7.8329	505000	0.0005	-
7.8406	505500	0.0006	-
7.8484	506000	0.0002	-
7.8561	506500	0.0007	-
7.8639	507000	0.0005	-
7.8716	507500	0.0006	-
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7.8871	508500	0.0001	-
7.8949	509000	0.0014	-
7.9027	509500	0.0006	-
7.9104	510000	0.0003	-
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7.9259	511000	0.0006	-
7.9337	511500	0.0004	-
7.9414	512000	0.0002	-
7.9492	512500	0.0008	-
7.9569	513000	0.0013	-
7.9647	513500	0.0003	-
7.9725	514000	0.0002	-
7.9802	514500	0.0015	-
7.9880	515000	0.0022	-
7.9957	515500	0.0004	-
8.0	515776	-	0.9285
8.0035	516000	0.0007	-
8.0112	516500	0.0008	-
8.0190	517000	0.001	-
8.0267	517500	0.0015	-
8.0345	518000	0.0003	-
8.0423	518500	0.0006	-
8.0500	519000	0.0001	-
8.0578	519500	0.0004	-
8.0655	520000	0.0003	-
8.0733	520500	0.0015	-
8.0810	521000	0.0003	-
8.0888	521500	0.0003	-
8.0965	522000	0.0003	-
8.1043	522500	0.0015	-
8.1120	523000	0.0002	-
8.1198	523500	0.0002	-
8.1276	524000	0.0004	-
8.1353	524500	0.0003	-
8.1431	525000	0.0009	-
8.1508	525500	0.0005	-
8.1586	526000	0.0004	-
8.1663	526500	0.0001	-
8.1741	527000	0.0024	-
8.1818	527500	0.0003	-
8.1896	528000	0.0024	-
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8.2051	529000	0.0004	-
8.2129	529500	0.0002	-
8.2206	530000	0.0005	-
8.2284	530500	0.0008	-
8.2361	531000	0.0004	-
8.2439	531500	0.0003	-
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8.2594	532500	0.0001	-
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8.2749	533500	0.0003	-
8.2827	534000	0.0018	-
8.2904	534500	0.0007	-
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8.3059	535500	0.0003	-
8.3137	536000	0.0004	-
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8.3292	537000	0.0009	-
8.3370	537500	0.0002	-
8.3447	538000	0.0003	-
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8.3602	539000	0.0008	-
8.3680	539500	0.002	-
8.3757	540000	0.0004	-
8.3835	540500	0.0007	-
8.3912	541000	0.0001	-
8.3990	541500	0.0004	-
8.4068	542000	0.0005	-
8.4145	542500	0.0002	-
8.4223	543000	0.0003	-
8.4300	543500	0.0002	-
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8.4455	544500	0.0015	-
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8.5076	548500	0.0003	-
8.5153	549000	0.0002	-
8.5231	549500	0.0015	-
8.5308	550000	0.0002	0.931
8.5386	550500	0.0009	-
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8.5619	552000	0.001	-
8.5696	552500	0.0001	-
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8.5851	553500	0.0003	-
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8.6084	555000	0.0019	-
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8.6317	556500	0.0001	-
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8.6627	558500	0.0005	-
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8.6937	560500	0.0002	-
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8.7092	561500	0.0004	-
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8.7325	563000	0.0001	-
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8.7868	566500	0.0002	-
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8.8023	567500	0.0007	-
8.8100	568000	0.0001	-
8.8178	568500	0.0008	-
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8.8410	570000	0.0007	-
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8.8566	571000	0.0002	-
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8.8721	572000	0.0001	-
8.8798	572500	0.0002	-
8.8876	573000	0.0001	-
8.8953	573500	0.0011	-
8.9031	574000	0.0004	-
8.9108	574500	0.0011	-
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8.9264	575500	0.0011	-
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8.9419	576500	0.0007	-
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8.9574	577500	0.0002	-
8.9651	578000	0.0005	-
8.9729	578500	0.0004	-
8.9806	579000	0.0001	-
8.9884	579500	0.0003	-
8.9962	580000	0.0001	-
9.0	580248	-	0.923
9.0039	580500	0.0005	-
9.0117	581000	0.0001	-
9.0194	581500	0.001	-
9.0272	582000	0.0005	-
9.0349	582500	0.0004	-
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9.0504	583500	0.0012	-
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9.0660	584500	0.0003	-
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9.0815	585500	0.0002	-
9.0892	586000	0.0001	-
9.0970	586500	0.0009	-
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9.1125	587500	0.0002	-
9.1202	588000	0.0004	-
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9.1357	589000	0.0009	-
9.1435	589500	0.0001	-
9.1513	590000	0.0012	-
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9.1668	591000	0.0003	-
9.1745	591500	0.0001	-
9.1823	592000	0.0003	-
9.1900	592500	0.0001	-
9.1978	593000	0.0004	-
9.2055	593500	0.0006	-
9.2133	594000	0.0001	-
9.2211	594500	0.0006	-
9.2288	595000	0.0004	-
9.2366	595500	0.0001	-
9.2443	596000	0.0003	-
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9.2676	597500	0.0005	-
9.2753	598000	0.0009	-
9.2831	598500	0.0003	-
9.2909	599000	0.0003	-
9.2986	599500	0.0007	-
9.3064	600000	0.0001	0.93
9.3141	600500	0.0009	-
9.3219	601000	0.0002	-
9.3296	601500	0.0008	-
9.3374	602000	0.0002	-
9.3451	602500	0.0001	-
9.3529	603000	0.0001	-
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9.3684	604000	0.001	-
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9.3994	606000	0.0001	-
9.4072	606500	0.0002	-
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9.4227	607500	0.0004	-
9.4305	608000	0.0007	-
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9.4460	609000	0.0003	-
9.4537	609500	0.0019	-
9.4615	610000	0.0004	-
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9.4770	611000	0.0004	-
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9.5080	613000	0.0002	-
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9.5313	614500	0.0006	-
9.5390	615000	0.0001	-
9.5468	615500	0.0003	-
9.5545	616000	0.0003	-
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9.5700	617000	0.0007	-
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9.5856	618000	0.0002	-
9.5933	618500	0.0003	-
9.6011	619000	0.0008	-
9.6088	619500	0.0003	-
9.6166	620000	0.0004	-
9.6243	620500	0.0003	-
9.6321	621000	0.0006	-
9.6398	621500	0.0004	-
9.6476	622000	0.0005	-
9.6554	622500	0.0013	-
9.6631	623000	0.0001	-
9.6709	623500	0.0003	-
9.6786	624000	0.0	-
9.6864	624500	0.0002	-
9.6941	625000	0.0005	-
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9.7096	626000	0.0002	-
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9.7329	627500	0.0001	-
9.7407	628000	0.0007	-
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9.7562	629000	0.0003	-
9.7639	629500	0.0002	-
9.7717	630000	0.0009	-
9.7794	630500	0.0001	-
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9.7949	631500	0.0002	-
9.8027	632000	0.0001	-
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9.9035	638500	0.0001	-
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9.9423	641000	0.0001	-
9.9501	641500	0.0006	-
9.9578	642000	0.0024	-
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9.9733	643000	0.0005	-
9.9811	643500	0.0001	-
9.9888	644000	0.0007	-
9.9966	644500	0.0014	-
10.0	644720	-	0.932
10.0043	645000	0.0006	-
10.0121	645500	0.0003	-
10.0199	646000	0.0011	-
10.0276	646500	0.0003	-
10.0354	647000	0.0003	-
10.0431	647500	0.0002	-
10.0509	648000	0.0002	-
10.0586	648500	0.0001	-
10.0664	649000	0.0001	-
10.0741	649500	0.0001	-
10.0819	650000	0.0001	0.9355
10.0897	650500	0.001	-
10.0974	651000	0.0001	-
10.1052	651500	0.0003	-
10.1129	652000	0.0002	-
10.1207	652500	0.0003	-
10.1284	653000	0.0002	-
10.1362	653500	0.0005	-
10.1439	654000	0.0001	-
10.1517	654500	0.0001	-
10.1594	655000	0.0008	-
10.1672	655500	0.0001	-
10.1750	656000	0.0001	-
10.1827	656500	0.0007	-
10.1905	657000	0.0007	-
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10.2060	658000	0.0002	-
10.2137	658500	0.0002	-
10.2215	659000	0.0002	-
10.2292	659500	0.0004	-
10.2370	660000	0.0001	-
10.2448	660500	0.0002	-
10.2525	661000	0.0006	-
10.2603	661500	0.0001	-
10.2680	662000	0.0002	-
10.2758	662500	0.0001	-
10.2835	663000	0.0001	-
10.2913	663500	0.0003	-
10.2990	664000	0.0012	-
10.3068	664500	0.0002	-
10.3146	665000	0.0013	-
10.3223	665500	0.0002	-
10.3301	666000	0.0001	-
10.3378	666500	0.0002	-
10.3456	667000	0.0001	-
10.3533	667500	0.0001	-
10.3611	668000	0.0017	-
10.3688	668500	0.0001	-
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10.3844	669500	0.0003	-
10.3921	670000	0.0018	-
10.3999	670500	0.0001	-
10.4076	671000	0.0005	-
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10.4464	673500	0.0003	-
10.4542	674000	0.0002	-
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10.5084	677500	0.0001	-
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10.5550	680500	0.0001	-
10.5627	681000	0.0002	-
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10.5860	682500	0.0002	-
10.5937	683000	0.0001	-
10.6015	683500	0.0002	-
10.6093	684000	0.0002	-
10.6170	684500	0.0006	-
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10.6325	685500	0.0011	-
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10.6635	687500	0.0002	-
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10.6946	689500	0.0007	-
10.7023	690000	0.0001	-
10.7101	690500	0.0001	-
10.7178	691000	0.0005	-
10.7256	691500	0.0001	-
10.7333	692000	0.0002	-
10.7411	692500	0.0002	-
10.7489	693000	0.0001	-
10.7566	693500	0.0002	-
10.7644	694000	0.0002	-
10.7721	694500	0.0005	-
10.7799	695000	0.0001	-
10.7876	695500	0.0	-
10.7954	696000	0.0001	-
10.8031	696500	0.0002	-
10.8109	697000	0.0002	-
10.8186	697500	0.0011	-
10.8264	698000	0.0001	-
10.8342	698500	0.0003	-
10.8419	699000	0.0001	-
10.8497	699500	0.0005	-
10.8574	700000	0.0003	0.935
10.8652	700500	0.0013	-
10.8729	701000	0.0002	-
10.8807	701500	0.0005	-
10.8884	702000	0.0003	-
10.8962	702500	0.0001	-
10.9040	703000	0.0004	-
10.9117	703500	0.0001	-
10.9195	704000	0.0004	-
10.9272	704500	0.0001	-
10.9350	705000	0.0001	-
10.9427	705500	0.0002	-
10.9505	706000	0.0002	-
10.9582	706500	0.0001	-
10.9660	707000	0.0006	-
10.9738	707500	0.0	-
10.9815	708000	0.0003	-
10.9893	708500	0.0001	-
10.9970	709000	0.0001	-
11.0	709192	-	0.934
11.0048	709500	0.0007	-
11.0125	710000	0.0001	-
11.0203	710500	0.0001	-
11.0280	711000	0.0001	-
11.0358	711500	0.0001	-
11.0436	712000	0.0002	-
11.0513	712500	0.0001	-
11.0591	713000	0.0	-
11.0668	713500	0.0004	-
11.0746	714000	0.0002	-
11.0823	714500	0.0006	-
11.0901	715000	0.0001	-
11.0978	715500	0.0002	-
11.1056	716000	0.0004	-
11.1134	716500	0.0003	-
11.1211	717000	0.0002	-
11.1289	717500	0.0001	-
11.1366	718000	0.0005	-
11.1444	718500	0.0002	-
11.1521	719000	0.0002	-
11.1599	719500	0.0	-
11.1676	720000	0.0001	-
11.1754	720500	0.0001	-
11.1831	721000	0.0	-
11.1909	721500	0.0001	-
11.1987	722000	0.0003	-
11.2064	722500	0.0001	-
11.2142	723000	0.0003	-
11.2219	723500	0.0013	-
11.2297	724000	0.0001	-
11.2374	724500	0.0001	-
11.2452	725000	0.0002	-
11.2529	725500	0.0001	-
11.2607	726000	0.0001	-
11.2685	726500	0.0001	-
11.2762	727000	0.0002	-
11.2840	727500	0.0005	-
11.2917	728000	0.0004	-
11.2995	728500	0.0001	-
11.3072	729000	0.0001	-
11.3150	729500	0.0001	-
11.3227	730000	0.0001	-
11.3305	730500	0.0001	-
11.3383	731000	0.0001	-
11.3460	731500	0.0001	-
11.3538	732000	0.0001	-
11.3615	732500	0.0001	-
11.3693	733000	0.0	-
11.3770	733500	0.0001	-
11.3848	734000	0.0002	-
11.3925	734500	0.0003	-
11.4003	735000	0.0002	-
11.4081	735500	0.0001	-
11.4158	736000	0.0001	-
11.4236	736500	0.0001	-
11.4313	737000	0.0001	-
11.4391	737500	0.0001	-
11.4468	738000	0.0002	-
11.4546	738500	0.0001	-
11.4623	739000	0.0007	-
11.4701	739500	0.0001	-
11.4779	740000	0.0001	-
11.4856	740500	0.0043	-
11.4934	741000	0.0004	-
11.5011	741500	0.0001	-
11.5089	742000	0.0002	-
11.5166	742500	0.0003	-
11.5244	743000	0.0001	-
11.5321	743500	0.0002	-
11.5399	744000	0.0006	-
11.5476	744500	0.0001	-
11.5554	745000	0.0001	-
11.5632	745500	0.0001	-
11.5709	746000	0.0001	-
11.5787	746500	0.0002	-
11.5864	747000	0.0	-
11.5942	747500	0.0014	-
11.6019	748000	0.0001	-
11.6097	748500	0.0007	-
11.6174	749000	0.0003	-
11.6252	749500	0.0004	-
11.6330	750000	0.0001	0.943
11.6407	750500	0.0005	-
11.6485	751000	0.0001	-
11.6562	751500	0.0004	-
11.6640	752000	0.0001	-
11.6717	752500	0.0001	-
11.6795	753000	0.0005	-
11.6872	753500	0.0011	-
11.6950	754000	0.0001	-
11.7028	754500	0.0004	-
11.7105	755000	0.0002	-
11.7183	755500	0.0003	-
11.7260	756000	0.0015	-
11.7338	756500	0.0001	-
11.7415	757000	0.0002	-
11.7493	757500	0.0001	-
11.7570	758000	0.0017	-
11.7648	758500	0.0003	-
11.7726	759000	0.0001	-
11.7803	759500	0.0007	-
11.7881	760000	0.0001	-
11.7958	760500	0.0002	-
11.8036	761000	0.0001	-
11.8113	761500	0.0011	-
11.8191	762000	0.0005	-
11.8268	762500	0.0001	-
11.8346	763000	0.0001	-
11.8424	763500	0.0	-
11.8501	764000	0.0002	-
11.8579	764500	0.0003	-
11.8656	765000	0.0	-
11.8734	765500	0.0001	-
11.8811	766000	0.0003	-
11.8889	766500	0.0001	-
11.8966	767000	0.0004	-
11.9044	767500	0.0001	-
11.9121	768000	0.0002	-
11.9199	768500	0.0001	-
11.9277	769000	0.0001	-
11.9354	769500	0.0002	-
11.9432	770000	0.0001	-
11.9509	770500	0.0001	-
11.9587	771000	0.0001	-
11.9664	771500	0.0003	-
11.9742	772000	0.0002	-
11.9819	772500	0.0001	-
11.9897	773000	0.0001	-
11.9975	773500	0.0008	-
12.0	773664	-	0.9445
12.0052	774000	0.0	-
12.0130	774500	0.0012	-
12.0207	775000	0.0002	-
12.0285	775500	0.0001	-
12.0362	776000	0.0	-
12.0440	776500	0.0001	-
12.0517	777000	0.0003	-
12.0595	777500	0.0	-
12.0673	778000	0.0001	-
12.0750	778500	0.0	-
12.0828	779000	0.0001	-
12.0905	779500	0.0002	-
12.0983	780000	0.0001	-
12.1060	780500	0.0001	-
12.1138	781000	0.0001	-
12.1215	781500	0.0001	-
12.1293	782000	0.0001	-
12.1371	782500	0.0001	-
12.1448	783000	0.0004	-
12.1526	783500	0.0001	-
12.1603	784000	0.0001	-
12.1681	784500	0.0004	-
12.1758	785000	0.0001	-
12.1836	785500	0.0001	-
12.1913	786000	0.0005	-
12.1991	786500	0.0	-
12.2068	787000	0.0002	-
12.2146	787500	0.0006	-
12.2224	788000	0.0003	-
12.2301	788500	0.0002	-
12.2379	789000	0.0	-
12.2456	789500	0.0002	-
12.2534	790000	0.0001	-
12.2611	790500	0.0003	-
12.2689	791000	0.0001	-
12.2766	791500	0.0	-
12.2844	792000	0.0001	-
12.2922	792500	0.0001	-
12.2999	793000	0.0001	-
12.3077	793500	0.0005	-
12.3154	794000	0.0001	-
12.3232	794500	0.0001	-
12.3309	795000	0.0004	-
12.3387	795500	0.0001	-
12.3464	796000	0.0	-
12.3542	796500	0.0	-
12.3620	797000	0.0002	-
12.3697	797500	0.0003	-
12.3775	798000	0.0001	-
12.3852	798500	0.0002	-
12.3930	799000	0.0001	-
12.4007	799500	0.0001	-
12.4085	800000	0.0003	0.9445
12.4162	800500	0.0	-
12.4240	801000	0.0002	-
12.4318	801500	0.0001	-
12.4395	802000	0.0001	-
12.4473	802500	0.0001	-
12.4550	803000	0.0	-
12.4628	803500	0.0001	-
12.4705	804000	0.0001	-
12.4783	804500	0.0	-
12.4860	805000	0.0004	-
12.4938	805500	0.0	-
12.5016	806000	0.0001	-
12.5093	806500	0.0001	-
12.5171	807000	0.0001	-
12.5248	807500	0.0	-
12.5326	808000	0.0002	-
12.5403	808500	0.0002	-
12.5481	809000	0.0006	-
12.5558	809500	0.0001	-
12.5636	810000	0.0	-
12.5713	810500	0.0013	-
12.5791	811000	0.0001	-
12.5869	811500	0.0001	-
12.5946	812000	0.0	-
12.6024	812500	0.0001	-
12.6101	813000	0.0	-
12.6179	813500	0.0001	-
12.6256	814000	0.0001	-
12.6334	814500	0.0	-
12.6411	815000	0.0001	-
12.6489	815500	0.0001	-
12.6567	816000	0.0001	-
12.6644	816500	0.0001	-
12.6722	817000	0.0	-
12.6799	817500	0.0002	-
12.6877	818000	0.0001	-
12.6954	818500	0.0001	-
12.7032	819000	0.0	-
12.7109	819500	0.0001	-
12.7187	820000	0.0001	-
12.7265	820500	0.0001	-
12.7342	821000	0.0001	-
12.7420	821500	0.0001	-
12.7497	822000	0.0001	-
12.7575	822500	0.0001	-
12.7652	823000	0.0011	-
12.7730	823500	0.0001	-
12.7807	824000	0.0004	-
12.7885	824500	0.0001	-
12.7963	825000	0.0001	-
12.8040	825500	0.0005	-
12.8118	826000	0.0001	-
12.8195	826500	0.0001	-
12.8273	827000	0.0003	-
12.8350	827500	0.0001	-
12.8428	828000	0.0002	-
12.8505	828500	0.0002	-
12.8583	829000	0.0001	-
12.8661	829500	0.0003	-
12.8738	830000	0.0001	-
12.8816	830500	0.0002	-
12.8893	831000	0.0	-
12.8971	831500	0.0001	-
12.9048	832000	0.0001	-
12.9126	832500	0.0001	-
12.9203	833000	0.0	-
12.9281	833500	0.0	-
12.9358	834000	0.0001	-
12.9436	834500	0.0003	-
12.9514	835000	0.0	-
12.9591	835500	0.0001	-
12.9669	836000	0.0008	-
12.9746	836500	0.0001	-
12.9824	837000	0.0009	-
12.9901	837500	0.0002	-
12.9979	838000	0.0002	-
13.0	838136	-	0.944
13.0056	838500	0.0	-
13.0134	839000	0.0007	-
13.0212	839500	0.0003	-
13.0289	840000	0.0017	-
13.0367	840500	0.0	-
13.0444	841000	0.0	-
13.0522	841500	0.0001	-
13.0599	842000	0.0001	-
13.0677	842500	0.0001	-
13.0754	843000	0.0	-
13.0832	843500	0.0001	-
13.0910	844000	0.0001	-
13.0987	844500	0.0001	-
13.1065	845000	0.0002	-
13.1142	845500	0.0002	-
13.1220	846000	0.0	-
13.1297	846500	0.0001	-
13.1375	847000	0.0001	-
13.1452	847500	0.0002	-
13.1530	848000	0.0001	-
13.1608	848500	0.0001	-
13.1685	849000	0.0001	-
13.1763	849500	0.0001	-
13.1840	850000	0.0014	0.945
13.1918	850500	0.0	-
13.1995	851000	0.0002	-
13.2073	851500	0.0001	-
13.2150	852000	0.0001	-
13.2228	852500	0.0001	-
13.2305	853000	0.0	-
13.2383	853500	0.0002	-
13.2461	854000	0.0007	-
13.2538	854500	0.0001	-
13.2616	855000	0.0001	-
13.2693	855500	0.0001	-
13.2771	856000	0.0002	-
13.2848	856500	0.0	-
13.2926	857000	0.0013	-
13.3003	857500	0.0	-
13.3081	858000	0.0001	-
13.3159	858500	0.0001	-
13.3236	859000	0.0001	-
13.3314	859500	0.0001	-
13.3391	860000	0.0001	-
13.3469	860500	0.0	-
13.3546	861000	0.0	-
13.3624	861500	0.0001	-
13.3701	862000	0.0001	-
13.3779	862500	0.0001	-
13.3857	863000	0.0001	-
13.3934	863500	0.0001	-
13.4012	864000	0.0001	-
13.4089	864500	0.0001	-
13.4167	865000	0.0001	-
13.4244	865500	0.0002	-
13.4322	866000	0.0001	-
13.4399	866500	0.0001	-
13.4477	867000	0.0001	-
13.4555	867500	0.0001	-
13.4632	868000	0.0001	-
13.4710	868500	0.0002	-
13.4787	869000	0.0	-
13.4865	869500	0.0	-
13.4942	870000	0.0001	-
13.5020	870500	0.0	-
13.5097	871000	0.0003	-
13.5175	871500	0.0001	-
13.5253	872000	0.0	-
13.5330	872500	0.0	-
13.5408	873000	0.0001	-
13.5485	873500	0.0	-
13.5563	874000	0.0001	-
13.5640	874500	0.0001	-
13.5718	875000	0.0	-
13.5795	875500	0.0001	-
13.5873	876000	0.0001	-
13.5950	876500	0.0001	-
13.6028	877000	0.0001	-
13.6106	877500	0.0001	-
13.6183	878000	0.0002	-
13.6261	878500	0.0	-
13.6338	879000	0.0	-
13.6416	879500	0.0002	-
13.6493	880000	0.0	-
13.6571	880500	0.0001	-
13.6648	881000	0.0001	-
13.6726	881500	0.0	-
13.6804	882000	0.0001	-
13.6881	882500	0.0	-
13.6959	883000	0.0001	-
13.7036	883500	0.0	-
13.7114	884000	0.0001	-
13.7191	884500	0.0	-
13.7269	885000	0.0009	-
13.7346	885500	0.0	-
13.7424	886000	0.0	-
13.7502	886500	0.0001	-
13.7579	887000	0.0001	-
13.7657	887500	0.0001	-
13.7734	888000	0.0001	-
13.7812	888500	0.0001	-
13.7889	889000	0.0	-
13.7967	889500	0.0001	-
13.8044	890000	0.0001	-
13.8122	890500	0.0	-
13.8200	891000	0.0001	-
13.8277	891500	0.0	-
13.8355	892000	0.0003	-
13.8432	892500	0.0009	-
13.8510	893000	0.0	-
13.8587	893500	0.0001	-
13.8665	894000	0.0003	-
13.8742	894500	0.0	-
13.8820	895000	0.0001	-
13.8898	895500	0.0001	-
13.8975	896000	0.0001	-
13.9053	896500	0.0001	-
13.9130	897000	0.0	-
13.9208	897500	0.0	-
13.9285	898000	0.0	-
13.9363	898500	0.0001	-
13.9440	899000	0.0003	-
13.9518	899500	0.0	-
13.9595	900000	0.0001	0.943
13.9673	900500	0.0001	-
13.9751	901000	0.0	-
13.9828	901500	0.0002	-
13.9906	902000	0.0001	-
13.9983	902500	0.0009	-
14.0	902608	-	0.943
14.0061	903000	0.0002	-
14.0138	903500	0.0001	-
14.0216	904000	0.0001	-
14.0293	904500	0.0	-
14.0371	905000	0.0001	-
14.0449	905500	0.0002	-
14.0526	906000	0.0001	-
14.0604	906500	0.0001	-
14.0681	907000	0.0001	-
14.0759	907500	0.0002	-
14.0836	908000	0.0001	-
14.0914	908500	0.0	-
14.0991	909000	0.0	-
14.1069	909500	0.0	-
14.1147	910000	0.0	-
14.1224	910500	0.0	-
14.1302	911000	0.0	-
14.1379	911500	0.0	-
14.1457	912000	0.0001	-
14.1534	912500	0.0002	-
14.1612	913000	0.0001	-
14.1689	913500	0.0	-
14.1767	914000	0.0001	-
14.1845	914500	0.0	-
14.1922	915000	0.0	-
14.2000	915500	0.0	-
14.2077	916000	0.0	-
14.2155	916500	0.0	-
14.2232	917000	0.0	-
14.2310	917500	0.0	-
14.2387	918000	0.0001	-
14.2465	918500	0.0004	-
14.2542	919000	0.0	-
14.2620	919500	0.0001	-
14.2698	920000	0.0	-
14.2775	920500	0.0003	-
14.2853	921000	0.0001	-
14.2930	921500	0.0001	-
14.3008	922000	0.0	-
14.3085	922500	0.0	-
14.3163	923000	0.0001	-
14.3240	923500	0.0001	-
14.3318	924000	0.0001	-
14.3396	924500	0.0001	-
14.3473	925000	0.0001	-
14.3551	925500	0.0002	-
14.3628	926000	0.0	-
14.3706	926500	0.0	-
14.3783	927000	0.0002	-
14.3861	927500	0.0001	-
14.3938	928000	0.0001	-
14.4016	928500	0.0001	-
14.4094	929000	0.0	-
14.4171	929500	0.0	-
14.4249	930000	0.0001	-
14.4326	930500	0.0	-
14.4404	931000	0.0003	-
14.4481	931500	0.0001	-
14.4559	932000	0.0	-
14.4636	932500	0.0001	-
14.4714	933000	0.0002	-
14.4792	933500	0.0	-
14.4869	934000	0.0001	-
14.4947	934500	0.0001	-
14.5024	935000	0.0	-
14.5102	935500	0.0001	-
14.5179	936000	0.0	-
14.5257	936500	0.0003	-
14.5334	937000	0.0001	-
14.5412	937500	0.0	-
14.5490	938000	0.0001	-
14.5567	938500	0.0001	-
14.5645	939000	0.0001	-
14.5722	939500	0.0	-
14.5800	940000	0.0002	-
14.5877	940500	0.0	-
14.5955	941000	0.0	-
14.6032	941500	0.0003	-
14.6110	942000	0.0001	-
14.6187	942500	0.0	-
14.6265	943000	0.0001	-
14.6343	943500	0.0005	-
14.6420	944000	0.0001	-
14.6498	944500	0.0001	-
14.6575	945000	0.0	-
14.6653	945500	0.0	-
14.6730	946000	0.0	-
14.6808	946500	0.0	-
14.6885	947000	0.0	-
14.6963	947500	0.0014	-
14.7041	948000	0.0	-
14.7118	948500	0.0	-
14.7196	949000	0.0001	-
14.7273	949500	0.0	-
14.7351	950000	0.0007	0.947

Framework Versions

• Python: 3.10.18
• Sentence Transformers: 5.1.2
• Transformers: 4.57.1
• PyTorch: 2.8.0+cu128
• Accelerate: 1.11.0
• Datasets: 3.3.2
• Tokenizers: 0.22.1

Citation

BibTeX

Sentence Transformers

@inproceedings{reimers-2019-sentence-bert,
    title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks",
    author = "Reimers, Nils and Gurevych, Iryna",
    booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing",
    month = "11",
    year = "2019",
    publisher = "Association for Computational Linguistics",
    url = "https://arxiv.org/abs/1908.10084",
}

MultipleNegativesRankingLoss

@misc{henderson2017efficient,
    title={Efficient Natural Language Response Suggestion for Smart Reply},
    author={Matthew Henderson and Rami Al-Rfou and Brian Strope and Yun-hsuan Sung and Laszlo Lukacs and Ruiqi Guo and Sanjiv Kumar and Balint Miklos and Ray Kurzweil},
    year={2017},
    eprint={1705.00652},
    archivePrefix={arXiv},
    primaryClass={cs.CL}
}